L2 Regularization for Learning Kernels

@article{Cortes2009L2RF,
  title={L2 Regularization for Learning Kernels},
  author={Corinna Cortes and Mehryar Mohri and Afshin Rostamizadeh},
  journal={CoRR},
  year={2009},
  volume={abs/1205.2653}
}
The choice of the kernel is critical to the success of many learning algorithms but it is typically left to the user. Instead, the training data can be used to learn the kernel by selecting it out of a given family, such as that of non-negative linear combinations ofp base kernels, constrained by a trace or L1 regularization. This paper studies the problem of learning kernels with the same family of kernels but with anL2 regularization instead, and for regression problems. We analyze the… CONTINUE READING
4 Extracted Citations
16 Extracted References
Similar Papers

Citing Papers

Publications influenced by this paper.

Similar Papers

Loading similar papers…